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# Haiku SQLite RAG
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A SQLite-based Retrieval-Augmented Generation (RAG) system built for efficient document storage, chunking, and hybrid search capabilities.
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A Retrieval-Augmented Generation (RAG) library on SQLite.
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## Features
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- **Local SQLite**: No need to run additional servers
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- **Support for various embedding providers**: You can use Ollama, VoyageAI, OpenAI or add your own
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- **Hybrid Search**: Vector search using `sqlite-vec` combined with full-text search `FTS5`, using Reciprocal Rank Fusion
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- **Multi-format Support**: Parse 40+ file formats including PDF, DOCX, HTML, Markdown, audio and more. Or add a url!
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- **File monitoring** when run as a server automatically indexing your files
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- **Extended file format Support**: Parse 40+ file formats including PDF, DOCX, HTML, Markdown, audio and more. Or add a url!
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- **MCP server** Exposes functionality as MCP tools.
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- **CLI commands** Access all functionality from your terminal
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- **Python client** Call `haiku.rag` from your own python applications.
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## Installation
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